{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0ed5f0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "df = pd.read_csv(rf'G:\\yansi0619\\Spectrum_analyse\\SpectralExtraction\\烟丝梯度反射光谱数据_split.csv' , index_col = 0)\n",
    "# df = df.groupby(df.index).mean()\n",
    "\n",
    "labels = df.index.values\n",
    "spectrum = df.values\n",
    "spectrum = spectrum[:,50:450]\n",
    "wave = [float(i) for i in df.columns.values]\n",
    "wave = wave[50:450]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "06c1389e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import importlib\n",
    "import SpectrumAnalyse  # 导入模块\n",
    "importlib.reload(SpectrumAnalyse)\n",
    "# 导入需要的函数\n",
    "from SpectrumAnalyse import plot_duplicate_data_both, split_data\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "category,  split_datas = split_data(labels , spectrum)\n",
    "plot_duplicate_data_both(category,  split_datas , wave  , save=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4fb234ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "from SpectrumAnalyse import calculate_spectral_distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "374dd0d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均光谱角 (SAM): 1.37 度\n",
      "平均欧氏距离 (ED): 2.2144\n",
      "平均光谱信息散度 (SID): 0.0010\n"
     ]
    }
   ],
   "source": [
    "df_high = df\n",
    "\n",
    "labels = df_high.index.values\n",
    "\n",
    "spectrum = df_high.values\n",
    "\n",
    "# Randomly select 12 indices from the spectrum (rows, i.e., samples)\n",
    "random_indices = np.random.choice(spectrum.shape[0], size=12, replace=False)\n",
    "# Use the selected indices to get the corresponding rows from spectrum\n",
    "random_spectrum = spectrum[random_indices]\n",
    "\n",
    "\n",
    "\n",
    "spectrum = random_spectrum[:,50:450]\n",
    "wave = [float(i) for i in df_high.columns.values]\n",
    "wave = wave[50:450]\n",
    "\n",
    "result = calculate_spectral_distances(spectrum)\n",
    "print(f\"平均光谱角 (SAM): {result['average_sam_degrees']:.2f} 度\")\n",
    "print(f\"平均欧氏距离 (ED): {result['average_euclidean_distance']:.4f}\")\n",
    "print(f\"平均光谱信息散度 (SID): {result['average_spectral_divergence']:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d297ec5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Category",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Average SAM (degrees)",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Average Euclidean Distance",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Average Spectral Divergence (SID)",
         "rawType": "object",
         "type": "string"
        }
       ],
       "ref": "77e0938a-e41e-48e9-a8b6-6dcc8806c004",
       "rows": [
        [
         "0",
         "high",
         "0.71 ",
         "0.8501",
         "0.0003"
        ],
        [
         "1",
         "middle",
         "1.09 ",
         "0.9818",
         "0.0006"
        ],
        [
         "2",
         "low",
         "1.51 ",
         "0.8177",
         "0.0013"
        ]
       ],
       "shape": {
        "columns": 4,
        "rows": 3
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Average SAM (degrees)</th>\n",
       "      <th>Average Euclidean Distance</th>\n",
       "      <th>Average Spectral Divergence (SID)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>high</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.8501</td>\n",
       "      <td>0.0003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>middle</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.9818</td>\n",
       "      <td>0.0006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>low</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.8177</td>\n",
       "      <td>0.0013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category Average SAM (degrees) Average Euclidean Distance  \\\n",
       "0     high                 0.71                      0.8501   \n",
       "1   middle                 1.09                      0.9818   \n",
       "2      low                 1.51                      0.8177   \n",
       "\n",
       "  Average Spectral Divergence (SID)  \n",
       "0                            0.0003  \n",
       "1                            0.0006  \n",
       "2                            0.0013  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Assuming `category` and `split_datas` are defined\n",
    "results = []  # List to store results for each category\n",
    "\n",
    "# Loop through each category and its corresponding data in split_datas\n",
    "for category_name, data in zip(category, split_datas):\n",
    "    # Calculate the spectral distances for each category\n",
    "    result = calculate_spectral_distances(data)\n",
    "    \n",
    "    # Append the results to the list\n",
    "    results.append({\n",
    "        'Category': category_name,\n",
    "        'Average SAM (degrees)': f\"{result['average_sam_degrees']:.2f} \" ,\n",
    "        'Average Euclidean Distance': f\"{result['average_euclidean_distance']:.4f}\",\n",
    "        'Average Spectral Divergence (SID)': f\"{result['average_spectral_divergence']:.4f}\"\n",
    "    })\n",
    "\n",
    "# Convert the results into a DataFrame for better visualization\n",
    "results_df = pd.DataFrame(results)\n",
    "\n",
    "# Display the results\n",
    "results_df"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "spe",
   "language": "python",
   "name": "python3"
  },
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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